Improving biology education in the long run requires investing in the people who will teach it. We investigate how structured pedagogical training, mentorship, and reflective practice can transform graduate students into skilled, evidence-based educators. This work is carried out through our research on the FUSE Graduate Unit Certificate Program and through broader investigations of teaching identity and professional development.